knitr::opts_knit$set(root.dir = rprojroot::find_rstudio_root_file())
knitr::opts_chunk$set(echo = F, warning = F, message = F)

seu_merge_epi_p007n_epi_p007t_epi_p008n_epi_p008t_epi_p009n1_epi_p009n2_epi_p009ot0_epi_p009ot2_epi_p009t1_epi_p009t2_epi_p012n_epi_p012t_epi_p013n_epi_p013ot0_epi_p013ot3_epi_p013t_epi_p014n_epi_p014ot0_epi_p0.rds

Signature scoring

##  [1] "p007n"   "p007t"   "p008n"   "p008t"   "p009n1"  "p009n2"  "p009ot0"
##  [8] "p009ot2" "p009t1"  "p009t2"  "p012n"   "p012t"   "p013n"   "p013ot0"
## [15] "p013ot3" "p013t"   "p014n"   "p014ot0" "p014t"   "p016n"   "p016t"  
## [22] "p017n"   "p017t"  
## [1] "broad done"
## [1] "morkel done"
## [1] "SMAD done"
## [1] "TNFa done"
## [1] "Wnt done"
## [1] "YAP done"
## [1] "regev done"

Louvain clusters

Cluster marker genes

rank 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48
1 FTL TUBA1B TFF3 REG4 HIST1H4C TM4SF4 CLCA4 MT1E AQP8 HEXIM1 HMGB1 SH2D6 ZG16 LDHB CLCA1 AQP5 LCN2 FN1 FABP1 CA1 MT-ND4 CLCA1 CA1 MT1G CLCA4 HEXIM1 MT-ND3 MMP7 AQP8 GUCA2B PHGR1 SPINK4 PLA2G2A ADH1C XIST MT1X CEACAM6 BEST4 UBE2C HIST1H2AG CLCA1 ITLN1 LDHB AQP8 PNMA5 LRMP S100A7 REG1A SPP1
2 FTH1 H2AFZ SPINK4 TM4SF4 H2AFZ LDHB AQP8 PRAC1 PHGR1 SOX4 TOP2A LRMP MUC2 H2AFZ FCGBP FIBCD1 MMP7 DPEP1 LCN15 SLC26A2 MT-ATP6 FCGBP CA2 MT2A SLC26A3 HIST1H2BG MT-ATP6 S100A11 CLCA4 OTOP2 CA1 ITLN1 PIGR TYMS MT-CO2 LEFTY1 S100P CA7 TUBB HIST1H3G REP15 SPINK4 RPS21 ZG16 MT-ATP8 SH2D6 SPRR2A REG1B CXCR4
3 RPS7 LDHB ITLN1 S100P TUBA1B AREG SLC26A3 LEFTY1 SLC26A3 HES1 HSPD1 TRPM5 FCGBP TM4SF4 TFF3 RPS3A PERP NKD1 LDHA CA2 PRSS56 ITLN1 SELENBP1 CA1 SELENOP Z93241.1 MT-CO3 PMEPA1 SLC26A3 CA7 MT2A CLCA1 OLFM4 PTGDR MT-CO3 MT1M CD24 OTOP2 LDHB HIST1H2AH ITLN1 L1TD1 NPM1 GUCA2B MT-ND5 FYB1 ORM1 RBP1 VIM
4 RPS4X PSMA7 FCGBP ANXA10 TUBB KLK10 GUCA2A RPS29 CEACAM7 JUN IFITM3 FYB1 GSN PSMA7 MUC2 RPL14 KRT23 CEL NDUFA4L2 SELENBP1 MT-ND2 MUC2 PHGR1 MT1M CEACAM7 JUN MT-ATP8 KRT17 GUCA2A MT1G FABP1 TFF3 LEFTY1 HMGB2 MT-ND3 MT1F CSTB SPIB RANBP1 Z93241.1 MUC2 GALNT8 TXN MUC2 MT-ATP6 HPGDS DES IFITM1 LAPTM5
5 RPL7A RAN ZG16 CTSE LDHB MMP1 SELENOP RARRES2 GUCA2A MAFB SET PLCG2 TFF1 EIF2S2 ITLN1 RPS24 UCA1 PMEPA1 PGK1 MT-CO3 ALPK3 REP15 SLC26A2 MT1E AQP8 MT-ND5 MT-ND1 CEACAM6 SELENOP GUCA2A CEACAM7 MUC2 B3GNT7 MKI67 MT-ATP6 ADH1C S100A11 MT-ND1 FABP5 AL137077.2 FCGBP WFDC2 NDUFA4 CEACAM7 MT-ND2 TRPM5 VNN1 APCDD1 SLC2A3
6 RPL19 HSPD1 CLCA1 KLK10 HMGB1 AC020656.1 CD177 MT1G FABP1 HIST1H2BG CENPF PSTPIP2 TFF3 RPS21 SPINK4 RPL13A LEMD1 PTK7 SCD MT-CO2 MT-CO3 ANO7 FABP1 MT1H PLAC8 MT-ATP6 MT-CO2 TM4SF1 ISG15 BEST4 SLC26A3 FCGBP DMBT1 LMNB1 MT-ND1 MT1E FADS2 MT-ATP6 H2AFZ HIST1H2BG SPINK4 FRZB H2AFZ CLCA4 MT-ND3 PSTPIP2 AQP3 NOTUM SRGN
7 RPS18 NCL REP15 AC020656.1 NPM1 SCD CEACAM7 HMGCS2 CA1 IER2 RPL21 HPGDS TSPAN1 HSPE1 KLK1 TPT1 COL6A1 PTPRO CSTB MT-ND5 MT-CO2 ST6GALNAC1 UGT2B17 MT1X ISG15 ZFP36L2 MT-ND4 LAMC2 CEACAM7 MT1H GUCA2A WFDC2 SPINK5 AQP1 MT-ND2 MT1G TFF3 MT-ND3 HSPE1 HEXIM1 TFF3 ATOH1 FTL CD177 MT-ND4 PLCG2 S100A9 PTPRO HLA-DRB1
8 RPS13 TUBB MUC2 MMP1 PSMA7 NDUFA4 MT-ND2 ADH1C PLAC8 PPP1R15A ACTG1 COL27A1 ANKRD36C FTL ZG16 RPL12 C9orf16 PROX1 C4orf3 MT-ATP6 GAS6-AS1 SPINK4 PIGR CA2 TSPAN1 MT-CO1 MT-ND2 KLK10 GUCA2B MT2A MS4A12 REG4 DUOX2 ATAD5 MT-ATP8 MT1H GAPDH HES4 PRDX4 HIST1H3B ANO7 KIAA1324 RPL6 FER1L6 MT-ND4L BMX CCL26 PCP4 IL7R
9 RPS2 HMGB1 WFDC2 KLK7 RAN EIF2S2 MT-ND3 RPS4Y1 CA2 Z93241.1 TUBA1B ATP2A3 CD177 POMP ST6GALNAC1 RPL34 S100A4 TGFBI REN MT-CO1 MKI67 TFF3 SLC26A3 MT1F IFI27 AL137077.2 MT-ND4L LAMB3 ANPEP CA4 MT1M KLK1 NXPE4 HELLS MT-ND4 PLA2G2A SLPI MT-CO3 MYBL2 IER5L KLK1 REP15 ATP5MC3 SECTM1 DDIT4 ALOX5AP TACSTD2 MTTP HLA-DRA
10 RPS23 HSPE1 KLK1 ONECUT3 NCL RPS21 MUC12 NUPR1 SELENOP IER5L SNRPF ALOX5 SYTL2 NDUFA4 WFDC2 RPL10A S100A11 FOXQ1 QPRT HMGCS2 ATAD5 MT-ND1 CHP2 SLC26A2 GUCA2A MAFB MT-ND5 TACSTD2 PLAC8 SPIB CA2 AGR2 SULT1B1 ASPM UGT2B17 MT2A FABP1 MT-ND2 RAN CSKMT RAP1GAP ANXA13 RPS7 GUCA2A MALAT1 AVIL L1TD1 PLA2G4A TNFAIP3
11 LCN2 NPM1 SERPINA1 PSCA RANBP1 S100A11 MT-CO1 UGT2A3 MS4A12 SOCS1 HSP90AB1 ITPR2 REP15 RAN REP15 RPL37 PHLDA3 GAS6-AS1 MIR210HG PIGR CENPJ KLK1 GPT CDKN2B-AS1 CEACAM1 AL355075.4 MT-CO1 LAMA3 TSPAN1 MT1E MT1E SPINK1 SLC28A2 C21orf58 HLA-DRA PIGR NDUFA4L2 MT-ND5 TOP2A AL360012.1 SPDEF ST6GALNAC1 PSMA7 TMIGD1 MT-ND1 PTGS1 SPINK4 CYP4X1 TSC22D3
12 RPS12 RPL7A ST6GALNAC1 SCD HSPD1 CSTB TSPAN1 PIGR FXYD3 AL355075.4 PTMA BMX FAM3D TUBB SERPINA1 RPL3 COL9A3 RPL36A GAPDH MT-ND1 MT-ND3 RAP1GAP C10orf99 PHGR1 DUOX2 MT-ND1 NXPE1 FOXQ1 IFI27 MT1X MT1H ST6GALNAC1 SLC6A14 RARRES2 UGT2B17 TPT1 MT-CO2 UBE2T AL031777.3 MUC4 RAP1GAP RPL23 SLC26A3 MT-CO3 ALOX5 NPW AC083809.1 COL6A2
13 RPS27A RPS7 RASD1 FABP1 HSPE1 PSMA7 PLAC8 RPL34 TSPAN1 AL137077.2 H2AFZ CCSER1 IFI27 NPM1 SPINK1 VIM PI3 RPL13 S100A14 MT-ND4 XRCC2 MT-ND3 MS4A12 SLC26A3 MS4A12 MT-ND4 MTRNR2L12 TRIM29 SLC9A3 MT1M PLAC8 SERPINA1 GOLM1 NUSAP1 LGALS2 BHLHE40 MT-ATP8 TPX2 HIST3H2BB HEPACAM2 CLCA1 RPL27 SELENOP MT-CO1 IL17RB SERPINA1 CYP2W1 CD2
14 RPL21 HSP90AB1 SPDEF TFF1 DEK FTL SGK1 RPS24 SLC9A3 CSKMT NAP1L1 TLE4 SPATS2L EIF5B HEPACAM2 RPL7 CD81 MACC1 DBI CHP2 MT-ND1 RAB26 HSD11B2 FABP1 SLC9A3 MT-CO3 SYNE2 MSLN CD177 HES4 FXYD3 REP15 MUC4 LEFTY1 B3GNT7 LDHA SLC7A11 DBI SOCS1 ST6GALNAC1 MUC2 RPS27A CA4 RGS2 HCK DUOXA2 KCNMB4 LUM
15 RPS14 RPSA RETNLB LYZ POMP S100P CDHR5 TRABD2A KRT20 LINC01970 PTTG1 MATK CDC42EP3 HSPD1 SPDEF RPS12 ATP6V1G1 IFITM3 PKM MT-ATP8 RNF43 MT-CO3 CDHR5 MS4A12 MUC12 FOSB OLFM4 SERPINB5 CA4 CEACAM1 KRT20 XBP1 MUC12 SMC2 AGR3 LGALS3 SYNE2 ACAT2 JUN ATOH1 SPINK1 POMP FCGBP MT-CO2 SH2D7 COL16A1 PTP4A3 TRAC
16 RPL23 POMP TPSG1 ADIRF TUBB4B LYZ ANPEP RPS28 ANPEP ZFP36L2 PTMS RASSF6 ENTPD8 RANBP1 BEST2 RPLP1 CHPF DACH1 RPS4X MT-ND3 BRCA2 MT-ND4 KRT19 SELENBP1 EMP1 CSKMT IGKC TNFAIP2 MS4A12 SDCBP2 AQP8 ZG16 SLPI GTSE1 MAOA PPA1 VIM ATP5MC3 IER5 MT-ND2 KLK1 RAN GSN VEGFA MATK WFDC2 RPS4Y1 ZNF331
17 RPSA RPS4X RAP1GAP KLK11 RPS7 ANXA2 GUCA2B RPL13A CEACAM1 EGR1 PCNA PTPN18 SCNN1A TUBA1B MLPH RPL9 TIMP1 RPL37A RPL7A GPT MT-ND5 MT-ND2 ACADS GUCA2A SDCBP2 JUNB PLCE1 PRSS22 EMP1 PCSK1N SLC9A3 HEPACAM2 SI TOP2A NXPE4 SCD LDHA PPP1R15A MLPH RETNLB RPS4X MS4A12 SCD HTR3E C3 SBSPON HSPA1A
18 RPL10 RPS2 ATOH1 PHLDA2 PSMB1 POMP MT-CO2 B3GNT7 CDHR5 IER5 MKI67 HCK SMIM14 ATP5MC3 CREB3L1 RPL29 POMP RPL12 RPS7 SULT1B1 DPEP1 HEPACAM2 LGALS4 CEACAM7 KRT20 PPP1R15A NXPE4 ECM1 HPGD CEACAM7 CDKN2B-AS1 KIAA1324 PRAC1 UGT2A3 SULT1B1 ERO1A GINS2 MAFB SERPINA1 HMGB2 ATP5F1E PLAC8 INSIG1 SPIB ATOH1 DMBT1 PTPRC
19 TPT1 ATP5MC3 SPINK1 LGALS3 HSP90AB1 TXN TMIGD1 MAOA PKIB RASD1 HMGA1 IL17RB KLK1 HMGB1 ATOH1 RPS15A GSTP1 RPL36 POMP UGT2A3 CENPF MT-ATP6 SULT1B1 LGALS2 MISP HSPA1B NKTR TGM2 SDCBP2 FRMD1 CEACAM1 CREB3L1 NUPR1 KIF20B UGT2A3 ACTG1 GGCT LINC01970 MT-ND3 TFF3 PRDX1 RARRES3 VIM COL27A1 TRIP6 OLFM4 APOE
20 RPL7 RANBP1 L1TD1 S100A14 NDUFAB1 GPX2 MS4A12 RPS3A CDKN2B-AS1 NRARP HMGB2 AZGP1 PLAC8 SNRPG KIAA1324 RPL8 TNFRSF12A EPHB3 CD81 UGT2B17 FN1 MUC4 CKB MT-CO1 HPGD AL031777.3 MALAT1 VNN1 MUC12 DMBT1 ANPEP FABP2 LCN2 OLFM4 C15orf48 PLOD2 PGK1 IER2 MT-ND1 GLIPR2 GPX2 SDCBP2 HSPA1B GRASP ITLN1 CXCL1 ARHGDIB
21 RPL35A PSMB1 JUN CSTB ATP5MC3 PHLDA2 SLC9A3 SPINK1 CLCA4 JUNB RANBP1 GRASP MLPH NCL RAB27A RPS11 LAMP1 RPS18 GGH HSD11B2 MT-ND4L SPDEF HMGCS2 CDHR5 CEACAM6 PPP1R10 IGHA1 RAMP1 CDHR5 MT1F SLC51B SPDEF NXPE1 TK1 HMGCS2 ANXA4 BIRC5 HIST1H4A SYTL2 FCGBP HSPE1 SLC17A4 RNF43 DKK3 DUOX2 BMP7 CD69
22 RPL30 RPS27A RAB26 TFF2 UBE2C CCL20 HPGD NXPE1 SLC51B BTG1 ENO1 HIP1R MGLL LSM5 TPSG1 RPS7 ATP6V1F ASCL2 RPL11 MT-ND4L MT-CO1 MT-CO2 LGALS2 FXYD3 MUC13 IER5 IGLC2 AHNAK2 CEACAM1 HRCT1 PKIB C12orf57 MUC5B CENPF OLFM4 PRDX5 MAD2L1 AL355075.4 IGKC SERPINA1 RPL35A ENTPD8 IER5L RGS13 TMEM254 DACH1 MT-ND3
23 RPS15A RPL21 BEST2 PLA2G16 PTMA RPS7 RARRES3 MT1X C2orf88 PPP1R10 RPL7 B4GALNT4 SERPINA1 PTTG1 ANO7 RPL21 SLC2A1 RPL28 IGFBP2 PLCE1 PMEPA1 ERN2 CES2 C2orf88 TMPRSS2 IER2 REG1A KRT80 TRIM31 NEURL1 C2orf88 RETNLB AGR3 CCNA2 RNF186 FXYD3 HSPD1 EGR1 MT-CO1 SPDEF RPS8 SLC9A3 TBX3 AFAP1L2 PPIF AC020656.1 CD74
24 RPL24 RPL19 ANO7 TXNDC17 SNRPB RPL23 CA4 ECH1 CA4 FOSB GAPDH SH2D7 SELENOP SERBP1 RAP1GAP RPS2 TACSTD2 RPL31 PDLIM4 LGALS2 NOP56 ATOH1 SLC4A4 MT-CO2 TRIM31 SOCS1 CST6 PKIB SCIN TMIGD1 TPSG1 B3GALT5 RAD51AP1 C10orf99 PCCA POMP PTCH2 FRYL CKAP4 RPS3 TSPAN1 CPEB4 GNG13 SPINK1 CLU HLA-DPA1
25 PSMA7 RPL6 FOSB NDUFA4 C1QBP GSTP1 LINC02023 UGT2B17 TMIGD1 AC023157.3 BIRC5 PTGS1 MUC4 CCT6A RETNLB RPL4 CST3 RPL35 FDFT1 SLC4A4 TOP2A SYTL2 ANPEP MT-ND5 CDHR5 HES1 FSTL3 RARRES3 CDHR2 CA4 RAB27A HOXB13 ZWINT GOLM1 PKM DTYMK RASD1 MT-CO3 CREB3L1 HSPD1 PKIB HMGCS1 OGDHL TSTA3 STMN3 NR4A2
26 RPLP1 SET BTG2 TXN RPL7A EIF5B SLC17A4 RPL14 GUCA2B HIST1H3A DEK PBXIP1 RAB27A RPS7 IL1R2 RPS23 NDUFA4 RPL38 RPS27A CKB RNF213 MT-CO1 CEACAM7 SLC51B PI3 IER5L PERP TMIGD1 CARD16 HSD17B2 RAP1GAP AGR2 FAM111B NXPE1 TM4SF1 NDUFAB1 PPP1R10 MT-CO2 TYMS SSB HPGD AMD1 GRK5 COLCA1 GAL NR4A3
27 RPL11 YBX1 TCIM ATP5MPL RPS2 SUB1 TRPM6 RPLP0 C11orf86 MALAT1 PRKDC ZFHX3 RASEF CSTB B3GNT6 RPS18 CCND1 RPL37 RPL19 PHGR1 MACC1 SERPINA1 ADIRF MT-CO3 GUCA2B BTG1 KLK6 SAMD9 ADRA2A SLC26A2 ATOH1 PI3 SMC4 HSPA1A P4HA1 LSM2 C21orf58 MT-ND4 FMOD RPS28 ANPEP HES1 B4GALNT4 MSLN CPNE7 RGS1
28 RPS3 CHCHD2 CDC42EP5 ANXA2 CHCHD2 DSTN EMP1 MT1M TRPM6 BTG2 RAN AVIL BCAS1 HSP90AB1 NEURL1 NACA PRDX1 RPS19 RPS18 ACADS HSPA1B MT-ND4L VSIG2 CKB CA4 SOX4 NECTIN4 SMPDL3A SLC2A5 C1QTNF12 BEST2 PPP1R12B CENPM TCEA3 ACE2 TK1 HIST1H2BF L1TD1 MYADM RPL5 TFF1 TSC22D3 KIT AC005833.1 CTTNBP2 CD83
29 RPL32 PRDX4 DLL1 SLPI RPS4X ATP5MC3 SECTM1 NXPE4 SULT1A2 CITED2 TPX2 JCHAIN TM4SF5 ATP5F1E FMOD RPS27 RPS4X SOX4 PCCA MT-ND2 SOX4 L1TD1 CHCHD10 CD14 PLS1 AC091271.1 TIMP1 SECTM1 ADCY5 GUCA2B MLPH VSIG2 PCNA FAM3D TIMP3 POLR3K HIST1H3A MT-ATP6 HEPACAM2 ONECUT3 REP15 DNAJB1 CD300LF REG4 CXCL2 HSPA1B
30 NACA RPL27 JUNB S100A11 PRDX4 RPS4X ABCG2 RPL3 C1QTNF12 HIST1H2AG CCNB1 OGDHL VSIG2 SUB1 DLL1 RPS16 RPS7 RPL10A RPS14 NXPE4 KCNQ1OT1 MT-ATP8 BSG PIGR DHRS9 EGR1 ANXA3 CDHR2 MYOM1 SULT1A2 GNE PRKACB CENPU SPINK1 S100A10 GTF3A BTG2 JCHAIN CREB3L4 AC020656.1 TPSG1 IER5 PIK3CG RPS24 BMP4 HLA-DPB1
31 POMP SNRPB MUC4 ATP5MD RPSA ATP5MD BMP3 RPL29 HSD17B2 HIST1H2AH PTGES3 AFAP1L2 CREB3L1 GPX2 FRZB RPS19 MSX2 GDF15 RPL24 MAOA BAZ1B SLC4A7 TMEM54 C10orf99 MDK MT-ND4L SLC2A1 ENTPD8 SAMD9L TMEM37 FMOD RARRES1 NUPR1 LGALS4 PGK1 PSMA7 HIST1H4E ERN2 ASPM CSTB TRANK1 IGHA2 NCMAP TFF3 ELFN1-AS1 NFKBIA
32 RPL6 NDUFAB1 ERN2 TSPAN8 YBX1 RAN MT-ATP6 RPS6 CD177 IER3 HSPH1 HTR3E FER1L6 SSBP1 RAB26 RPS14 RPL7A RPS21 LDHB C10orf99 MT-ATP8 MLPH AMN MT-ATP6 GPA33 AC023157.3 CXCL1 TMEM37 CDK18 TSPAN1 B3GNT6 CTSS NASP RARRES1 GNAS TUBA1B FOSB IGHA1 LMNB1 EIF2S2 TMEM37 BTG1 POU2F3 MUC2 C2CD4A DUSP2
33 TALDO1 DEK NR4A1 GSTP1 PCNA ATP5MPL PDE9A AGR3 TMEM54 POU3F1 RPA3 ALOX5AP SAMD9 RPL23 SYTL2 RPL13 TNFSF15 RPL27A RPL32 CD24 IGLC2 FRYL PLCE1 TMIGD1 PKIB BTG2 AKAP12 MEP1A OTOP3 TMEM54 ANXA13 FAM3D NFIC SIAE LCN15 C1QBP HIST1H2BH IGHA2 AC005833.1 RPLP1 SMPDL3A MKI67 TAS1R3 PCCA DPYSL2 COL1A1
34 PRDX1 SSBP1 IER2 S100A6 YWHAB RPL27 ABCB1 RPS27 SDCBP2 HIST1H4C MCM3 GRK5 SPDEF NAP1L1 MB RPL30 ANXA2 ADGRG1 NACA B3GALT5 TRIM44 MT-ND5 FXYD3 SULT1B1 DUOXA2 GADD45B ANXA2 CLDN23 LYPD8 CDHR5 AC005833.1 TC2N CENPE CHP2 NACA CCT6A SOX4 FOSB AGR2 LYZ DHRS9 HTR3C FMOD DMKN DNAJB1
35 RPL5 NDUFA4 EGR1 UQCRQ TALDO1 RPL6 TMEM37 RPL9 MUC12 HSPA1B SNRPG IGHA1 TPSG1 RPL6 AC005833.1 RPL35A ANXA3 RPS12 UCA1 MIR194-2HG ARGLU1 AKAP9 CD24 MT-ND3 SAMD9 NRARP C3 CDA MEIS1 MT1G HPCAL1 CCL28 CEP55 NUPR1 TRIB3 NPM1 HIST2H2BF FOS MKI67 RPSA TBX10 PAK3 HEPACAM2 KRT23 IER5
36 RPL10A RPL23 HEXIM1 FTL FABP5 REG4 SLC51B TCEA3 HPGD ID4 ANP32B GNG13 QSOX1 PFDN2 XBP1 RPL37A KLK6 RNF43 ATP5MC3 PCK1 ATRX PRKAG2 GGT6 PKIB HIST1H1C MT-ATP8 SCEL ABCG2 NOTCH2 CDKN2B FOXA3 SIAE PLA2G2A CD24 C4orf3 SNRNP25 HIST1H2BB KLF4 TPSG1 SUB1 CDC42EP3 FRY ADO CASP1 DUOXA2
37 PRDX5 PTMA MLPH ME1 IGFBP2 NPM1 ISG15 PPP1R1B TMEM37 ELF3 GGCT TAS1R3 HEPACAM2 RPL27 MUC4 RPL32 RPL19 RPL34 FAM162A IGHA2 WNK4 AHCYL2 MT-ND1 GPRC5A IGHA1 S100A7 SLC17A4 C2orf54 TRPM6 DNAJC12 ADH1C MCM5 ATP8B1 ECM1 HMGB1 GADD45B TCIM SMC2 RPL22 TFF3 VAV1 RPL37 CNTNAP2 JUNB
38 RPL8 RPS3 KLF4 S100A16 SSBP1 PRDX1 PKIB CCND2 IFI27 GADD45B ECT2 POU2F3 TBX10 TXN GNE RPL28 GGH RPS15A RPS13 VMP1 ATP2C2 FLNB C1QTNF12 RHOC RASD1 CDKN2A C11orf86 PRKG2 SDCBP2 B4GALNT2 PGM2L1 TUBA1B SELENBP1 VDAC1 MCM3 HIST1H4C HES6 PPA1 DDX60 CAMP COL9A2 SP5 KLF2
39 RPL4 CCT6A FOS AKR1C3 SET ATP5F1E SDCBP2 RPS11 SLC26A2 SOCS3 HNRNPA3 RGS13 VIPR1 ATP5MPL CAPN9 RPS28 PPA1 MMP7 RPL21 GALNT5 UQCRC1 CD177 TNFSF10 MALAT1 ITGA2 MIER3 UNC5C DEFB1 MB RHBDL2 DUT SQOR EPCAM SSBP1 HIST1H3F CENPF SERBP1 CDKN2B-AS1 C11orf53 REP15 FZD3 ZFP36
40 ASCL2 GTF3A IER5 ATP5ME CD81 PPA1 C2orf88 C15orf48 MISP AL031777.3 NPM1 KIT TUBB2A RPS4X RASD1 RPS27A EIF1 RPL21 CKB NXPE1 MAOA AMN SPATS2L HSPA1A CD55 HSD17B2 NBPF14 C11orf86 DLL1 ITM2C CENPK RPS4Y1 PMEPA1 PTMA NRARP RNASE1 NDUFAB1 MEP1A IGSF21 HK1 MYC MZB1
41 RPL27 NAP1L1 HEPACAM2 CEACAM6 RPS13 HSPE1 TRIM31 RPL18A MEP1A AL118516.1 DKC1 CD300LF TRANK1 AREG ERN2 RPL31 CSTB RPS27 TPI1 WFDC2 SULT1A1 CHP2 CLDN23 IER3 RBP1 TRPM6 DOCK4 SELENOP ANO7 TFCP2L1 PBK ECH1 SERPINB6 ASCL2 BTG1 TSPAN13 ATP5MPL SLC51B PIK3R5 KLK1 DPEP1 REL
42 YWHAB C1QBP HSPA1A DSTN DBI TXNDC17 PDZD3 RPS8 SCNN1B AC007613.1 LCN15 VAV1 DDX60 NDUFAF2 SLC4A7 RPL27A ATP6V0E1 RPS11 RPL35A IGKC LGALS3 MT-ND4L SGK1 ZFP36 RGCC MXD1 NBPF19 PRSS3 SCGB2A1 PLA2G10 MIS18BP1 TSPAN8 ZFAS1 TFDP1 ZFP36L2 SLC4A7 RPS6 TRIM31 CORO2B MUC1 NCOA7 IGKC
43 NPM1 RPL24 CRACR2B GPX2 RPL19 ID1 CDHR2 RPL10A PRSS3 AL021453.1 PAICS TREH GPR153 PRDX1 WNK4 RPL5 SAP18 SLC12A2 NDUFA4 CRACR2B KRT20 HSD11B2 TMIGD1 FOS CXCL8 TYMP CCNYL1 HPGD PLXDC2 DUOXA2 PIGR AGR2 PERP HIST1H4C JUNB CEP55 RPLP2 SCNN1B ATP8A2 AL365226.2 CLDN1 DUSP1
44 RPS16 RPL35A RPL36 ALDH1A1 CCT6A HSPD1 SULT1A2 RPL37A PIGR AC005837.1 RPL36A DPYSL3 CLDN8 SSB FRYL RPL11 RPS27A RPS2 RPL27 MTRNR2L12 SLC9A3 ANPEP UGP2 CITED2 C4BPB ABCB1 CLCA4 CHP2 TMEM61 CD24 MCM4 CA2 RPS21 PDCD5 HIST1H1B EPHB3 TXNDC17 CDHR5 GFI1B RPL36 TGFBR3 GNAI2
45 ATP5F1E ASCL2 REG4 SERPINB1 EEF1B2 S100A14 CDKN2B-AS1 RPS9 RHOC HSPA1A PHB2 DCLK2 DHRS9 PSMB1 ATP2A3 RPS20 TPD52L1 KRT23 RPS3 RASD1 CA12 MT-ND4 UPP1 PMAIP1 CAPG RHOF SAMD9 MISP AQP3 ALDOB CLSPN CES2 DDIT4 SNRPB HSPA1B KIF11 RANBP1 IFI27 SDC2 FCGBP IFITM3 KDM6B
46 RPS20 EIF4EBP1 CREB3L1 POLR2L HMGA1 RPS27A SMPDL3A SLC25A6 SLC17A4 TCIM SMC4 PLCB2 FOXA3 NDUFAB1 AGR2 S100A11 SKP1 RPL3 RPS23 NXPE4 TPRN SCNN1B CDHR2 DNAJB1 SAA1 LINC02023 TTC39B MT1F FRZB LRIG3 HMGN5 KLF5 TPI1 EIF4EBP1 AC087239.1 SLC12A2 YBX1 CEACAM1 GAS7 MRPS21 CXCL3 GADD45B
47 RPL18 EIF2S2 XBP1 UQCR10 LDHA VDAC1 C11orf86 RPL27A SGK1 CDKN1C MAD2L1 KCNQ4 MINPP1 TPX2 HID1 RPL18A RPL23 RPL23A PSMB1 GOLGB1 DHRS11 PLAC8 DSC2 NR4A2 CXCL16 RSAD2 HEPACAM2 AHCYL2 SMAD9 SLC44A4 GMNN UGDH CDH17 KPNA2 HIST1H1E SAPCD2 TALDO1 SAMD9 FAM49A RAB25 EPHB2 TUBA1A
48 EEF1B2 DBI PPP1R15A SH3BGRL3 ADRM1 RPS28 MT-ND4L CFTR PDE9A PIGR RAD21 DKK3 B3GNT6 PRDX4 CDC42EP5 RPL35 CLIC1 ZBTB20 VDAC1 MALAT1 SFN LGALS4 C11orf86 MTRNR2L12 DUOXA2 SMPD1 VIPR1 ETHE1 GALNT8 GALNT7 TPX2 CDC42EP5 CKB RPS7 POU3F1 AGR3 SNRPD2 ABCG2 KCNQ4 SPDEF NFIA MCL1
49 RPL13 NUCKS1 POU3F1 TIMP1 EIF4EBP1 RPL22 SAMD9 RPL37 CDKN2B POLR2A IPO5 PIK3CG BEST2 SNRPD2 ANXA13 RPL36 RPL24 RPL7A RPL10 LUC7L3 MT-ND5 KRT19 RHOF DUSP1 PTGS2 TRANK1 CDHR5 KRT19 CAPN9 UGT2A3 MAD2L1 VSIG2 CLIC1 CD81 ADRB2 CENPE RPS13 C2orf88 PBXIP1 S100A11 ZNRF3 DNAJA1
50 RPL3 SSB KIAA1324 CBR1 SLC25A5 RPL35A MT-ND1 C10orf99 ITM2C HIST1H2BF CCT2 SPIB RFLNA RPS27A MCF2L RPLP2 BCAP31 RPL13A CLIC1 NKTR NDUFB7 SLC4A4 CGN KLF2 MACC1 SULT1A2 AOC1 IFI27 TOX ATP8B1 CDC20 SLC39A5 RPL37 LSM5 CITED2 GTSE1 HMGB1 PHGR1 ANXA13 AGR2 FAM84B BTG1
51 RPS6 PARK7 Z93241.1 POMP RPS27A HSP90AB1 CDA RPLP2 HHLA2 RHOB LSM5 IFI6 FAM107B GLO1 HPCAL1 RPL10 KLK10 RPL10 RPSA JCHAIN HEXIM1 SGK1 CDA SRGN TIMP2 OASL KRT20 DHRS9 AP002498.1 MAOA CCDC34 MPC2 PHLDA2 SCD HES1 SMC4 SNRPF TRPM6 DCLK2 KIAA1324 GRINA CXCL8
52 BTF3 ODC1 RNASE1 ATP5PF ASCL2 COX7C MEP1A RPLP1 AOC1 FOS MCM4 ADGRG6 SMIM5 PHLDA2 TCEA3 RPS6 CXCL14 RPS5 PYCARD MT1E TP53I3 TMEM37 AC020916.1 SESTD1 BMP3 CTSE PIGR FAM177B TNFRSF11A HADH GPR160 VEGFA CHCHD2 AL118516.1 TUBA1B NAP1L1 CDHR2 DPYSL3 HSPA6 DEPTOR IRF1
53 RACK1 ANAPC11 SLC4A7 KRT20 RPS23 TALDO1 MT-ND5 RPL28 SMIM22 MUC4 CBX3 TSC22D3 P2RX4 ACAT2 FABP2 RACK1 PSMB1 RPS3A INSIG1 ATP5F1D TMEM54 RFK KCNQ1OT1 SLPI PTPRR PDE9A MEP1A ITM2A SELENOP EZH2 PPP1R1B ENO1 IGFBP2 SNAI1 FABP2 RPS27 SGK1 TREH RPL14 BACE2
54 NDUFA4 MRPL51 AGR2 OCIAD2 RPL7 POLR2L SCNN1B RPL36A SFN CEBPB MCM7 IGKC ATOH1 RPL35A RNASE1 RPL6 BRK1 RPL32 ACSL3 BLOC1S1 FLNB SECTM1 ID2 FLNA SLC51B CKB PDE9A TCEA3 HSPA1A TMPO FAM162A CEACAM5 SLC25A5 AC245014.3 C12orf57 C1QBP ISG15 CCM2L S100A6 MLXIPL
55 RPL12 ATP5MC1 ELF3 ATP5MC3 MCM3 SOD1 MT-CO3 RPS19 GPA33 PCK1 HMGB3 SPTLC2 SMIM6 DDX18 FAM3D RPS10 RPS14 SOX9 CHCHD2 CDC42EP5 VSIG2 XDH YME1L1 TNFRSF11B TNFSF10 TMEM176A LGALS3 NEURL1 PARM1 CCND2 RPS29 NDRG1 CENPW SOCS3 RARRES2 GSTP1 CLDN23 IFI6 KRAS TNFRSF10B
56 GSTP1 CCT7 MYADM PRDX1 PRDX1 SNRPD2 HIST1H1C LGALS2 MXI1 HIST1H4E CCT7 ANXA13 CAPN9 GTF3A KLF4 RPLP0 STUB1 RPLP0 RPS2 MVP DHRS11 TYMP IRF1 PLA2G16 HHLA2 GSN C10orf99 RASD1 CFTR DLGAP5 TMEM176B ATP1B1 PGP HIST1H3H RAB26 SOD1 MGLL BCAM ST6GALNAC1 GNG4
57 CHCHD2 SNRPG FAM3D COX7B CCT2 RPLP2 MDK RPL36 KRT19 SELENBP1 CDCA7 SLCO3A1 IL3RA DBI NEDD4L RPS8 PRDX4 RPS6 ATP6V1G1 PCK1 MT-ATP8 SMPDL3A NFKBIA ITGB8 MISP TMEM176B SELENBP1 TSPAN13 LIMA1 LBR TFCP2L1 BTF3 CCT2 CDKN1C ZWINT NCL NAAA AZGP1 SPRY2 LYZ
58 C9orf16 CCT2 ENTPD8 S100A10 PTGES3 LSM5 CYP3A5 ATP5MC2 DHRS9 AC091271.1 ALYREF HOTAIRM1 LGALS9B TXNDC17 GALNT5 RPL24 LDHB ENC1 HSD17B12 GOLM1 ETHE1 DDX60 TSC22D3 FXYD5 SCNN1B SLC17A4 SLC17A4 L1TD1 CA2 SYNE2 ACADS RPS24 SNRPG IER3 NUCKS1 SNRPG HSD17B2 CCDC28B SDR16C5 SPINK1
59 RPS21 SUB1 SOX4 JPT1 ENO1 SEC61G PHGR1 RPL31 MT-CO1 AMD1 SNRPD1 TBC1D2B SYTL5 PDCD5 ENTPD8 RPS4X FXYD5 RPL35A EBP AC023157.3 ACADS SLC51B GPRC5A HIST1H1C HSD17B2 KRT8 KLF4 METTL7A HMMR MUC4 RPL3 METTL5 HIST1H2AE NUSAP1 NQO1 LINC02023 TUBA1A TMEM176A TESC
60 LDHB EIF5A IER3 SERPINB6 PRKDC RPS8 CDKN2B PLA2G2A PRAP1 HSPA2 CCT5 LUC7L3 RAB3B POLR2L FOXA3 COMMD6 RPL21 NOB1 UQCRH ETHE1 SMIM22 RSAD2 PDLIM7 GPA33 ECE1 SLC4A4 SMIM14 SPINK1 HMGCS2 TMEM59 RPL34 CKS2 RHOB SNORC DSTN CA2 CCSER1 B3GNT6 CNOT7
61 HSPE1 SERBP1 HPCAL1 RPL36AL ODC1 RPL24 ENTPD8 MT1F AHCYL2 MED29 BRCA2 MTSS1 MFSD4A TOP2A VSIG2 EEF1A1 PKM ZFAS1 ACAT2 MAPK3 MUC12 MEP1A TINAGL1 TP53INP2 MSLN SCNN1B MYADM PAPSS2 RRM1 SRI EIF3E NDUFA4 AC007952.4 FOXA3 RPL19 FXYD3 PTPN18 TAGLN2 TM4SF1
62 GPX2 PTTG1 WNK4 EIF2S2 EIF2S2 UQCRQ MISP TXN SLC4A4 AL135925.1 HNRNPD TUBA1A SLC16A9 CCT5 HSD11B2 IFITM3 PGK1 RPL30 ARPC2 ATP5ME MT-ND2 MIER3 PDZK1IP1 MDK PHGR1 UGT2B17 CDC42EP5 PLCE1 CDCA7 RPL34 INSIG1 GLO1 HIST1H4H XBP1 ID1 SPATS2L PLCB2 TNFRSF11B TACSTD2
63 PSMB1 LSM5 SYTL2 MYL12B GSTP1 SERBP1 GPA33 RNF186 SMPDL3A DNAJB1 CCT4 UTRN GPRIN2 TALDO1 BCAS1 RPS9 GTF3A MYC RPL5 JUN UGT2B17 HSD17B2 ERO1A RFK GNPTAB RHOC ARFGEF3 CREB3L1 NUCKS1 HSBP1L1 S100A6 CDK1 DNAJB1 GMDS DBI EMP1 ADGRG6 FAM3D TRIB1
64 RPS5 PRKDC C12orf57 SEC61G GTF3A PSMB1 MT-ND4 NOP53 EMP1 ZFP36 CENPW TPM1 SCGB2A1 RPL22 CRACR2B EEF1B2 TMED9 TRAF5 RPL18 UQCR11 ITM2C SMPD1 BMP4 MXI1 SLC20A1 SFN NEDD4L PALLD CDK1 ADD3 SLC40A1 HIST1H1B HIST1H2BN HPCAL1 EEF1B2 BMP3 CGNL1 TSPAN13 FAM210B
65 ATP5MC3 MRPS34 TCEA3 LDHB PARK7 NAP1L1 MIR194-2HG SNHG19 ACAA2 CA1 FBL MARCKSL1 FAM177B PSMA4 NXPE1 EIF3E ATP6AP2 RPS10 PRDX4 ETNK1 BLOC1S1 MXI1 IGFBP3 BTNL3 TP53INP1 LGALS4 ATF3 C15orf48 BRCA2 ITM2C REN PRKDC AL022069.1 TMPO PDCD5 SERINC2 FES TMEM176B BAMBI
66 SOD1 TOP2A FRYL PSMA7 RPL21 UQCR10 IFI27 MT2A TPRN HIST1H2BH NONO ARHGEF38 FAXDC2 CHCHD2 SCNN1A ZFAS1 CCL20 RPL8 RPL23 IGHA1 LGALS3 SLC6A8 ANXA1 DDX60 TP53INP2 SMIM22 RAB26 ATP2A3 MLEC LIMA1 COMMD6 SRM H2AFX HELLS RPL24 CLDN8 HOTAIRM1 TM7SF3 PABPC1
67 NDUFAB1 LSM3 HSPA1B SELENOW XRCC5 UBA52 HHLA2 RPL23A LINC01133 CLDN4 SNRPE PTPRJ EIF2AK3 SOD1 B4GALNT2 RPS15 KRT10 RPS23 RPS5 IGKC HMGCS2 PDE9A BHLHE40 TMPRSS2 CA2 BLOC1S1 CKAP4 BHLHE40 MYB PCK1 CANX ANAPC11 CEBPB CENPK RPS16 LINC01559 ZFHX3 JTB GADD45G
68 ZFAS1 UBE2C SELENOK COX7A2 PDCD5 ATP5ME CEACAM1 TMSB10 CDA TLE4 SRPK1 IGSF3 DST RPLP2 PRUNE2 SLC25A6 GUK1 RPS20 COX5B JCHAIN PRSS3 OASL SDR16C5 HRASLS2 LINC01559 HHLA2 FAM107B NFKBIZ CCNB2 DECR1 RPL13 ODC1 MKI67 FOXP1 HSP90AB1 RHOC SPTLC2 ZMIZ1 PDP1
69 RPL18A LSM4 ZFP36L2 ID1 CCT3 COX7B MXI1 RPL32 ETHE1 MT-ND5 AHCY CHD6 HLA-E S100A11 ARFGEF3 RPL18 RPS23 RACK1 RPS16 ARL14 KRT20 MXD1 BACE2 CASP5 GPA33 ITM2C SLC4A7 KLF5 AGR3 MGST2 RPN2 CCT4 AC005837.1 RPL36 NDUFB9 MUC12 MTSS1 RPL39 HLA-DRA
70 HSP90AB1 PFDN2 URAD COX7C SOD1 RPSA MIER3 RPS12 UGP2 RND3 SYNCRIP BTG2 MCF2L DEK GALNT12 RPL23A ATRAID RPS28 SLC25A5 IGLC3 PCK1 ERBIN MET PRAP1 MDK TP53I3 FAM3D PTP4A1 MCM7 SNORC CLIC3 HACD3 POLR2A NUF2 PSMA4 RAB27A ATP2A3 S100P ZFAS1
71 RPL39 PDCD5 HIST1H2BG SLC9A3R1 CCT5 RPS27 DST C12orf57 C10orf99 PLCE1 TFDP1 EIF1B MLLT3 RPS28 C12orf57 TMSB10 PCCA NPTX2 RPL12 ADIRF RARRES3 LMO7 CGN GUCY2C MUC12 AGR3 CA12 CBX5 SLC4A4 RPL35A TALDO1 HIST4H4 PTMA GTF3A SULT1A2 HIP1R RPS27 PIWIL2
72 RPS19 CKS2 HSD11B2 RPS21 GAPDH SNRPG MXD1 RPL5 IGSF9 PMAIP1 HACD3 PGGHG GALNT5 CYCS DOPEY2 RPS3 HSP90AB1 RPS9 ENO1 TST TP53INP2 SDC4 SGK1 SRI AOC1 PRUNE2 CES3 SLC9A2 FOS SOD3 UCHL3 RGS16 TOP2A MRPL20 TP53INP2 PLEKHB1 RAB26 TNFRSF10A
73 YBX1 SNRPF ATF3 SUB1 RPL4 RPL7A C1QTNF12 PRDX5 MGLL DUSP1 KIF20B JMY NAAA RPS3 AKAP9 RPS5 RPL32 RPL7 RPL8 MVP ALDOB TFF2 RHOC VSIR SULT1A1 FOSB GLUL RARRES1 SEMA6A GPR160 FABP1 RGS2 TSTA3 CCT8 CDA CD14 MUC5AC PSMG1
74 COX4I1 ACAT2 AKAP9 UQCRH RPS3 SERPINB1 NAAA RPS14 C19orf33 JUND RSL1D1 MALAT1 MUC13 CBX3 GSN RPS21 PCSK1N RCN1 RPS19 BSG LAMA3 MDK PDE9A DSC2 DHRS11 NUPR1 MECOM TUBB SUCLG1 RPL7 EIF5A MALAT1 TK1 ACAT2 MISP EIF1B TSTD1 CEBPD
75 SLC25A5 CCT4 PPP1R10 ARPC2 ATP5MC1 S100A16 FABP1 GOLM1 BLOC1S1 VEGFA PPM1G IGLC3 TP53INP1 HINT1 PRKAG2 FAU S100A14 PERP RPL6 CA7 COL17A1 TNFRSF12A C1orf115 PPP1R14C MYL6 GALNT5 LIMK2 IMPDH2 PRKACB RPLP0 PSMB1 PMAIP1 GPRIN3 RPS20 EDN3 RASSF6 HSPA1A LACTB2
76 SSBP1 LSM2 RPS29 ATOX1 BTF3 TSPAN8 TNFSF10 SNORC HIST1H1C KLF4 HNRNPC BCAM CCDC68 PPA1 SELENOK TESC COMMD6 RPL23 MIF SLC17A4 CD46 SPATS2L PROX1 MT1X WNK4 SEMA6A HP1BP3 ARF4 HSD17B12 SNU13 HIST2H2AC CCNA2 PEBP1 PDE9A ITPR2 SSR2 MFHAS1
77 RPL29 DKC1 RPS15 SLC40A1 NDUFA4 MT-ATP8 APPL2 RPL11 DHRS11 CYBA TK1 KMT2C SECTM1 SNRPF ATP2C2 EEF2 QPCT EGR3 BTF3 NOS2 CLIC3 LRRC19 USP2 SGK1 ATP2A3 CDC42EP5 CCNB1 PDCD4 RPL8 ENO1 AC091271.1 CENPM BTF3 GPA33 DEFB1 ELF3 CELF2
78 EIF2S2 PPM1G IER5L ATP5F1E UBE2T TRANK1 RPL41 APPL2 SLC26A2 GAL MAP7 FSIP2 DSTN MT-ND1 RPS29 IGFBP3 RPS15 CD9 BIRC3 S100P TIMP2 FXYD3 FLNB GALNT7 CES2 BIRC5 RPS26 PDIA6 CSTB AHI1 RRM1 UQCRB LPIN2 PTPN6 EFNA3 TMEM176A
79 CD81 GLO1 AL355075.4 KRT19 CCT7 RHOU SUCLG1 SLC6A8 CBX4 CDC20 PTPN6 CAPN8 NOL7 MT-ND3 CD74 MAGED2 RPL19 COX7B HHLA2 HSPB1 DST CFD AMN GLUL GALNT1 SKA2 CHCHD10 RPS14 RPS27A AC023157.3 LEFTY1 S100A11 HIST1H1C FURIN EFNA1 DUSP4
80 SAP18 SNRPD1 SH3BGRL3 VDAC1 GPX2 TXNIP TMEM238 AMN MT1G GLO1 KRT18 WNK4 GSTP1 MIA3 RPS4Y1 SSBP1 RPL9 HINT1 CASP5 PON2 IFIT1 ITM2C CHP1 CRACR2A CLINT1 CRYBG1 PLCE1 RPS15A CYCS AC012485.3 RPS29 RPL22L1 MXD1 ACSL4 SLPI SINHCAF
81 EEF1A1 TPX2 AC020916.1 UQCRB HINT1 SMCHD1 FAM3D FLNB NEAT1 SMC2 FOSB TP53INP2 CCT4 SLC39A11 PTMA PSMA7 RPL24 ZFAS1 ABCG2 DDR1 BIRC3 EEF2K CKB FOS LGALS2 MT1E PDK4 RPS3 PPM1G HIST1H4B NUCB2 RPL12 MIER3 SELENOM ARF1 CCND2
82 RPN2 METTL5 VSIG2 ATP5MF RPL6 CGN CHCHD10 CHP2 CEBPD EIF4A1 CCDC88B NEURL1 UQCRH NUPR1 HSP90AB1 RPL27 COMMD6 S100A4 TIMP2 HEBP2 C2orf88 EDN3 MXI1 ALDH1L1 SQOR MLXIP CFTR COX7A2 ACP1 DDIT4 ARFGEF3 UQCRH TNFSF10 IGSF3 RPL26 TSTA3
83 RPS25 DTYMK RPS27 OST4 SUB1 TMCC3 RPS18 GGT6 KCNQ1OT1 NOP58 FURIN ANO7 NUCKS1 LGALS4 RPL36A RPS13 EEF2 RPL7 ABCB1 COL6A1 PDZD3 MYO15B ACADS FRYL APP NAA38 TXN RPS18 GMNN CBX4 TCEA3 RPL34 SYTL2 ERO1B MUC4 NR2F1
84 HINT1 KPNA2 RPS11 HINT1 SSB CCDC68 RPL10 LGALS3 AKAP9 HMMR HEXIM1 FXYD3 HMGN1 FAM83E BTF3 SSR4 RPS4X COX4I1 TNFRSF1A TPM4 DHRS9 PRR5L SULT1B1 GALNT12 HK2 ATP2C2 PKP2 RPS7 ADRM1 ZFP36 PTTG1 RPL7A LYPD8 HEPACAM2 CCDC6 YAP1
85 EIF1 RPA3 NUPR1 RPS4X SNRPG ZZEF1 AGR2 GNA11 NXPE1 POLE3 JUN LYPD8 RPS27 L1TD1 TIMP1 CHCHD2 RPL27 COX7A2 LRRC19 FHL2 CA2 MALT1 ITPKA MT1G SLC4A4 RPS4Y1 PAPSS2 RPL21 RPS4X GADD45G MAD2L1 ATP5PF CFDP1 JMY RAP1GAP ASAH1
86 RPL23A BIRC5 KRT18 HPGD DCTPP1 RHOC FAU SRI SLC38A2 RRM1 LIPG HLA-F SEC61G REG4 EIF3H ZFAS1 RPS16 C6orf223 TMCC3 EPB41L1 PHGR1 MEP1A ACAA2 ERGIC1 RNF186 NSD2 CCND2 RACK1 PSMB2 FOS KIF4A RPS12 PRAP1 TMEM74B RPS25 SMARCC1
87 GAPDH SRM LGALS4 RPL22 TOP2A FXYD3 RPL13 ENTPD8 H3F3B TRAP1 CAPN12 PLA2G10 CCT2 SMIM14 RPL38 RPS20 RPS24 TMSB4X TRANK1 S100A16 PRSS3 APOBR SRI CRACR2B PCK1 USP1 TPT1 RPL10 DEK AMD1 NUPR1 PRDX4 HHLA2 TLE4 DUSP23 CTSH
88 GTF3A CENPF RPL28 DBI EIF5A TMPRSS2 RPS15A KRT8 MT-ND4L ATAD5 ARGLU1 ATP2A3 CCT3 CBFA2T2 PPA1 NPM1 ZMYM2 RPS20 CDKN2B F11R LAMA3 SGK1 S100A6 HSPA1A KCNN4 IMPA2 TSPO FHL2 EIF2S2 H3F3B PCNA RPS5 CDKN2B PTPRJ RPL28 CPNE1
89 PEBP1 MCM3 RPL13 PHGR1 PKM PDCD4 ATP5F1A RETSAT CA2 GINS2 TET2 SYT7 RPL38 PRAC1 LYZ BCL2L1 RPS27A PDXK SCNN1B CLDN1 APPL2 PTPRR LINC01133 CREB3L4 PDZK1IP1 PLP2 MECOM ABHD2 CCT5 ARGLU1 IGFBP2 GLO1 C11orf86 FAXDC2 IRS2 CLDN2
90 CLIC1 TFDP1 DUSP1 RPS7 ACAT2 SLC4A4 RPL18 MYL6 AHI1 SNRPC AKAP9 LPIN2 YBX1 GALNT7 SLC7A11 TESC RPS14 PRDX1 IRF7 S100A13 CCDC152 C1orf21 MGLL RNASE1 TSPAN8 SPINK1 CTSS ATP5F1E PARK7 PRR3 KIF22 SNRPE P2RX4 IL27RA REG1A STXBP6
91 RPL37 CCNB1 NRARP RPL6 SRSF3 ACVRL1 TSPO TST WDR60 NPTX2 MT-ATP6 GDPD3 VDAC1 TSTA3 LGALS1 RPL7 RPL4 RACK1 HRASLS2 EPHA2 UPP1 TDP2 PRAP1 SLC9A3R2 ARF4 RAD21 SPINK5 SLC2A1 PSMA4 TCIM MUC5B RPS23 C1orf115 GDPD5 RPL30 ENC1
92 RPLP0 UBE2T RPL13A NDUFB1 RPL8 TCF7L2 RPS26 ACADS YME1L1 NASP ARHGEF11 NEDD4L C1QBP CKAP4 ABHD2 RPSA EPB41L4A-AS1 TIMP1 SULT1A2 DUOX2 ERBIN MT-CO1 BSG TSTA3 MTUS1 DNMT1 TMEM238 GSTP1 AHCY MED29 TPX2 NACA ABCB1 PROX1 TOMM20 ETS2
93 EIF3F SNRNP25 TSTA3 UBA52 PRELID1 SERINC2 LRRC75A TP53I3 ARGLU1 GOT2 IER2 KAZALD1 MRPL57 SH3PXD2A IGLC2 RPN2 RPS3 RPS6 IFIT1 S100A6 PTPRH MYLK UPP1 SLC12A2 HLA-DRA MAOA MAP2K6 CD9 YBX1 ATP2B1-AS1 IL13RA1 RPL11 SMIM5 SLCO3A1 RARRES1 GDF15
94 COMMD6 MAD2L1 DNAJB1 CCND2 PPM1G SLC6A8 RPSA EFHD2 ID2 SSRP1 JUND MXD1 PARK7 LGALS9 OLFM4 SUB1 MSI2 RPS12 C1orf115 S100A2 HLA-A NEURL1B C1orf115 NR4A1 DSG2 ANP32B NANS RPL10A GGH HSPA2 GNE POLR2L APPL2 UTRN GLUL SNHG15
95 SUB1 DNMT1 JUND PGK1 RPL27 MT-ATP8 OLFM4 S100A6 TMEM238 CMSS1 IL13RA1 HLA-A PTMA HMGCS2 RPS26 CD9 KCNQ1OT1 PRDX5 PTPRH EFNB2 GPRC5A MISP TST ERN2 GPT TCEA3 ATP5PB RAB32 UBE2I HIST2H2BE CDK1 EIF5B C1QTNF12 SYNE3 TFF1 TRIP6
96 RPS9 GINS2 ZFP36 RPL7A RPN2 ANKRD12 LGALS4 SULT1A1 NUPR1 CSE1L SELENOM FBXO32 NSA2 NXPE4 IGLC3 NACA PCCA EIF3F SMIM5 MYO6 CFDP1 FLNB GNA11 MUC4 GALNT5 IDH2 SLPI DPEP1 CCT8 KCTD12 MCM7 TUBB BTNL3 MARCKSL1 RPL29 APEX1
97 HSPD1 FABP5 RPL29 LDHA MRPS34 HLA-A ATP5PB BSG SFPQ GMNN JUNB GLUL JPT1 TACC1 RPL11 RPS29 S100P GBP2 MBNL2 LYPD8 PDZD3 GPA33 FOXP1 LGR4 NXPE1 CA12 S100A14 CCT3 DUSP1 H2AFZ RPL37 VSIG2 MAP7 ANXA11 VWA1
98 EIF3E XRCC5 TLE4 LCN15 NUCKS1 AOC1 ACADS MYL12B C6orf62 CDK4 BTG1 LINC01559 NHP2 GSE1 RPL6 RPL11 RPLP1 PLAUR HLA-A ACVRL1 HSD17B11 UGP2 VSIG2 RETREG1 UGT2B17 FOSB GPRC5A CSE1L AC007613.1 MLPH CHCHD2 MXI1 GPSM3 AGR3 CEBPB
99 RPS3A MRPS23 RPS9 HMGN1 CFDP1 RPS2 VILL MT1E TMEM97 DEFB1 PARM1 SNU13 TPM1 RPS16 RPL18 PSMA7 SLCO2A1 IFI6 SERINC2 C2orf88 CES2 LGALS4 TCEA3 PPP1R1B PLCB4 RPL23A PTTG1 TMEM107 PLP2 RPS2 ITM2C LIPG S100A16 KANK1
100 RPLP2 PRDX1 IGHA1 HNRNPAB RETSAT FCGRT HRCT1 SRRM2 PA2G4 RALGPS2 SDCBP2 SNRPE MT-ND2 AIG1 RPL14 EPCAM SYNPO S100A10 MT-CO1 A1CF HRCT1 SLC38A2 AMN NFIA IMPA2 RPS6 SNRPA1 JUND GLUL RPS14 TM4SF5 ASMTL DMKN EIF3E